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Advancing Big Data Benchmarks

Proceedings of the 2013 Workshop Series on Big Data Benchmarking, WBDB.cn, Xi'an, China, July16-17, 2013 and WBDB.us, San José, CA, USA, October 9-10, 2013, Revised Selected Papers

  • Conference proceedings
  • © 2014

Overview

Editors:
  1. Tilmann Rabl

    1. University of Toronto, Toronto, Canada

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  2. Nambiar Raghunath

    1. Cisco Systems, Inc., San José, USA

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  3. Meikel Poess

    1. Oracle Corporation, Redwood Shores, USA

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  4. Milind Bhandarkar

    1. Pivotal Software, Inc., Palo Alto, USA

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  5. Hans-Arno Jacobsen

    1. University of Toronto, Toronto, Canada

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  6. Chaitanya Baru

    1. University of California at San Diego, La Jolla, USA

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 8585)

Part of the book sub series: Information Systems and Applications, incl. Internet/Web, and HCI (LNISA)

Included in the following conference series:

Conference proceedings info: WBDB 2013. WBDB 2013.

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Table of contents (15 papers)

  1. Front Matter

    Pages I-XII
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  2. Big Data Benchmarks

    1. Front Matter

      Pages 1-1
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    2. A BigBench Implementation in the Hadoop Ecosystem

      • Badrul Chowdhury, Tilmann Rabl, Pooya Saadatpanah, Jiang Du, Hans-Arno Jacobsen
      Pages 3-18

    3. A Mid-Flight Synopsis of the BG Social Networking Benchmark

      • Shahram Ghandeharizadeh, Sumita Barahmand
      Pages 19-31

    4. A Micro-benchmark Suite for Evaluating Hadoop RPC on High-Performance Networks

      • Xiaoyi Lu, Md. Wasi-ur-Rahman, Nusrat Sharmin Islam, Dhabaleswar K. (DK) Panda
      Pages 32-42

    5. Experience from Hadoop Benchmarking with HiBench: From Micro-Benchmarks Toward End-to-End Pipelines

      • Lan Yi, Jinquan Dai
      Pages 43-48

    6. Big Data Benchmark - Big DS

      • Jun-Ming Zhao, Wen-Shuan Wang, Xian Liu, You-Fu Chen
      Pages 49-57

    7. WGB: Towards a Universal Graph Benchmark

      • Khaled Ammar, M. Tamer Özsu
      Pages 58-72

    8. HcBench: Methodology, Development, and Full-System Characterization of a Customer Usage Representative Big Data/Hadoop Benchmark

      • Vikram A. Saletore, Karthik Krishnan, Vish Viswanathan, Matthew E. Tolentino
      Pages 73-93

  3. Applications and Scenarios

    1. Front Matter

      Pages 95-95
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    2. Big Data Workloads Drawn from Real-Time Analytics Scenarios Across Three Deployed Solutions

      • Tao Zhong, Kshitij Doshi, Xi Tang, Ting Lou, Zhongyan Lu, Hong Li
      Pages 97-104

    3. Large-Scale Chinese Cross-Document Entity Disambiguation and Information Fusion

      • Xiaoge Li, Sugang Ma, Xiaohui Zhou
      Pages 105-119

  4. Tools, Systems, and Surveys

    1. Front Matter

      Pages 121-121
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    2. Big Data Operations: Basis for Benchmarking a Data Grid

      • Arcot Rajasekar, Reagan Moore, Shu Huang, Yufeng Xin
      Pages 123-137

    3. BDGS: A Scalable Big Data Generator Suite in Big Data Benchmarking

      • Zijian Ming, Chunjie Luo, Wanling Gao, Rui Han, Qiang Yang, Lei Wang et al.
      Pages 138-154

    4. A Multidimensional OLAP Engine Implementation in Key-Value Database Systems

      • Hongwei Zhao, Xiaojun Ye
      Pages 155-170

    5. Big Data Cloud-Based Advisory System

      • Vladimir Suvorov
      Pages 171-178

    6. MPP SQL Engines: Architectural Choices and Their Implications on Benchmarking

      • Ravi Chandran, K. T. Sridhar, M. A. Sakkeer
      Pages 179-192

    7. Towards an Industry Standard for Benchmarking Big Data Systems

      • Nambiar Raghunath
      Pages 193-201

  5. Back Matter

    Pages 203-203
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Other volumes

  1. Advancing Big Data Benchmarks

  2. Advancing Big Data Benchmarks

Keywords

About this book

This book constitutes the thoroughly refereed joint proceedings of the Third and Fourth Workshop on Big Data Benchmarking. The third WBDB was held in Xi'an, China, in July 2013 and the Fourth WBDB was held in San José, CA, USA, in October, 2013. The 15 papers presented in this book were carefully reviewed and selected from 33 presentations. They focus on big data benchmarks; applications and scenarios; tools, systems and surveys.

Editors and Affiliations

  • University of Toronto, Toronto, Canada

    Tilmann Rabl, Hans-Arno Jacobsen

  • Cisco Systems, Inc., San José, USA

    Nambiar Raghunath

  • Oracle Corporation, Redwood Shores, USA

    Meikel Poess

  • Pivotal Software, Inc., Palo Alto, USA

    Milind Bhandarkar

  • University of California at San Diego, La Jolla, USA

    Chaitanya Baru

Bibliographic Information

  • Book Title: Advancing Big Data Benchmarks

  • Book Subtitle: Proceedings of the 2013 Workshop Series on Big Data Benchmarking, WBDB.cn, Xi'an, China, July16-17, 2013 and WBDB.us, San José, CA, USA, October 9-10, 2013, Revised Selected Papers

  • Editors: Tilmann Rabl, Nambiar Raghunath, Meikel Poess, Milind Bhandarkar, Hans-Arno Jacobsen, Chaitanya Baru

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/978-3-319-10596-3

  • Publisher: Springer Cham

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: Springer International Publishing Switzerland 2014

  • Softcover ISBN: 978-3-319-10595-6Published: 27 October 2014

  • eBook ISBN: 978-3-319-10596-3Published: 08 October 2014

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: XII, 203

  • Number of Illustrations: 84 b/w illustrations

  • Topics: Database Management, Data Mining and Knowledge Discovery, Information Storage and Retrieval

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